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Virtual Wave Optics for Non-Line-of-Sight Imaging

arXiv 1810.07535 ↗First posted 17 Oct 2018cs.CVcited by 54

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Abstract (arXiv)

Non-Line-of-Sight (NLOS) imaging allows to observe objects partially or fully occluded from direct view, by analyzing indirect diffuse reflections off a secondary, relay surface. Despite its many potential applications, existing methods lack practical usability due to several shared limitations, including the assumption of single scattering only, lack of occlusions, and Lambertian reflectance. We lift these limitations by transforming the NLOS problem into a virtual Line-Of-Sight (LOS) one. Since imaging information cannot be recovered from the irradiance arriving at the relay surface, we introduce the concept of the phasor field, a mathematical construct representing a fast variation in irradiance. We show that NLOS light transport can be modeled as the propagation of a phasor field wave, which can be solved accurately by the Rayleigh-Sommerfeld diffraction integral. We demonstrate for the first time NLOS reconstruction of complex scenes with strong multiply scattered and ambient light, arbitrary materials, large depth range, and occlusions. Our method handles these challenging cases without explicitly developing a light transport model. By leveraging existing fast algorithms, we outperform existing methods in terms of execution speed, computational complexity, and memory use. We believe that our approach will help unlock the potential of NLOS imaging, and the development of novel applications not restricted to lab conditions. For example, we demonstrate both refocusing and transient NLOS videos of real-world, complex scenes with large depth.

Key facts. Cited by 54 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Oct 2018.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 10; 2022: 6; 2023: 13; 2024: 6; 2025: 12; 2026: 7.

54 papers.

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  1. 2021Non-line-of-Sight Imaging via Neural Transient Fieldscited by 41
  2. 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstructioncited by 18
  3. 2021Passive Inter-Photon Imagingcited by 16
  4. 2023Neural Volumetric Reconstruction for Coherent Synthetic Aperture Sonarcited by 16
  5. 2022Physics to the Rescue: Deep Non-line-of-sight Reconstruction for High-speed Imagingcited by 15
  6. 2023NLOS-NeuS: Non-line-of-sight Neural Implicit Surfacecited by 13
  7. 2021Recent Advances on Non-Line-of-Sight Imaging: Conventional Physical Models, Deep Learning, and New Scenescited by 10
  8. 2023DehazeNeRF: Multiple Image Haze Removal and 3D Shape Reconstruction using Neural Radiance Fieldscited by 10
  9. 2022Few-shot Non-line-of-sight Imaging with Signal-surface Collaborative Regularizationcited by 8
  10. 2024Enhancing Autonomous Navigation by Imaging Hidden Objects using Single-Photon LiDARcited by 8
  11. 2021Computational Imaging and Artificial Intelligence: The Next Revolution of Mobile Visioncited by 7
  12. 2021Adaptive Gating for Single-Photon 3D Imagingcited by 7
38 more
  1. 2021Virtual Light Transport Matrices for Non-Line-Of-Sight Imagingcited by 6
  2. 2023Role of Transients in Two-Bounce Non-Line-of-Sight Imagingcited by 5
  3. 2022Robust photon-efficient imaging using a pixel-wise residual shrinkage networkcited by 4
  4. 2023Omni-Line-of-Sight Imaging for Holistic Shape Reconstructioncited by 3
  5. 2023Virtual Mirrors: Non-Line-of-Sight Imaging Beyond the Third Bouncecited by 3
  6. 2023Self-Calibrating, Fully Differentiable NLOS Inverse Renderingcited by 3
  7. 2024Learning to Enhance Aperture Phasor Field for Non-Line-of-Sight Imagingcited by 3
  8. 2022Occlusion Fields: An Implicit Representation for Non-Line-of-Sight Surface Reconstructioncited by 2
  9. 2022Non-Line-of-Sight Tracking and Mapping with an Active Corner Cameracited by 2
  10. 2023Curvature regularization for Non-line-of-sight Imaging from Under-sampled Datacited by 2
  11. 2023Propagate And Calibrate: Real-time Passive Non-line-of-sight Trackingcited by 2
  12. 2024Generalizable Non-Line-of-Sight Imaging with Learnable Physical Priorscited by 2
  13. 2021Towards Non-Line-of-Sight Photographycited by 1
  14. 2022Synthetic Wavelength Imaging -- Utilizing Spectral Correlations for High-Precision Time-of-Flight Sensingcited by 1
  15. 2023Domain Reduction Strategy for Non Line of Sight Imagingcited by 1
  16. 2025Neural Inverse Rendering from Propagating Lightcited by 1
  17. 2025MARMOT: Masked Autoencoder for Modeling Transient Imagingcited by 1
  18. 2025Noise-adapted Neural Operator for Robust Non-Line-of-Sight Imagingcited by 1
  19. 2025Shoot-Bounce-3D: Single-Shot Occlusion-Aware 3D from Lidar by Decomposing Two-Bounce Lightcited by 1
  20. 2026A comprehensive study of time-of-flight non-line-of-sight imagingcited by 1
  21. 2021Fast Non-line-of-sight Imaging with Two-step Deep Remappingcited by 0
  22. 2021Automatic calibration of time of flight based non-line-of-sight reconstructioncited by 0
  23. 2021Onsite Non-Line-of-Sight Imaging via Online Calibrationscited by 0
  24. 2023Non-line-of-sight imaging in the presence of scattering media using phasor fieldscited by 0
  25. 2023Passive Non-Line-of-Sight Imaging with Light Transport Modulationcited by 0
  26. 2024NIGHT -- Non-Line-of-Sight Imaging from Indirect Time of Flight Datacited by 0
  27. 2024Structured light with a million light planes per secondcited by 0
  28. 2024Iterating the Transient Light Transport Matrix for Non-Line-of-Sight Imagingcited by 0
  29. 2025Dual-branch Graph Feature Learning for NLOS Imagingcited by 0
  30. 2025TransiT: Transient Transformer for Non-line-of-sight Videographycited by 0
  31. 2025Fast and Memory-efficient Non-line-of-sight Imaging with Quasi-Fresnel Transformcited by 0
  32. 2025Generalizable Holographic Reconstruction via Amplitude-Only Diffusion Priorscited by 0
  33. 20253D Reconstruction from Transient Measurements with Time-Resolved Transformercited by 0
  34. 2025SuperEx: Enhancing Indoor Mapping and Exploration using Non-Line-of-Sight Perceptioncited by 0
  35. 2025Hardware-aware Coding Function Design for Compressive Single-Photon 3D Camerascited by 0
  36. 2025Wavefront-Constrained Passive Obscured Object Detectioncited by 0
  37. 2026Soft Shadow Diffusion (SSD): Physics-inspired Learning for 3D Computational Periscopycited by 0
  38. 2026Imaging Hidden Objects with Consumer LiDAR via Motion Induced Samplingcited by 0

50 most cited of 54 All 54 (JSON)